Dataset statistics
| Number of variables | 35 |
|---|---|
| Number of observations | 9667 |
| Missing cells | 1335 |
| Missing cells (%) | 0.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.5 MiB |
| Average record size in memory | 266.0 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 14 |
| Boolean | 7 |
diag_1 has a high cardinality: 447 distinct values | High cardinality |
diag_2 has a high cardinality: 440 distinct values | High cardinality |
diag_3 has a high cardinality: 468 distinct values | High cardinality |
number_inpatient is highly correlated with predicted_readmitted | High correlation |
predicted_readmitted is highly correlated with number_inpatient | High correlation |
change is highly correlated with diabetesMed | High correlation |
diabetesMed is highly correlated with change and 1 other fields | High correlation |
insulin is highly correlated with diabetesMed | High correlation |
gender is highly correlated with hemoglobin_level | High correlation |
age is highly correlated with medical_specialty | High correlation |
admission_type_code is highly correlated with admission_source_code and 1 other fields | High correlation |
admission_source_code is highly correlated with admission_type_code and 1 other fields | High correlation |
medical_specialty is highly correlated with age and 2 other fields | High correlation |
number_inpatient is highly correlated with predicted_readmitted | High correlation |
hemoglobin_level is highly correlated with gender | High correlation |
insulin is highly correlated with change and 1 other fields | High correlation |
change is highly correlated with insulin and 1 other fields | High correlation |
diabetesMed is highly correlated with insulin and 1 other fields | High correlation |
predicted_readmitted is highly correlated with number_inpatient | High correlation |
age has 293 (3.0%) missing values | Missing |
weight has 165 (1.7%) missing values | Missing |
admission_type_code has 146 (1.5%) missing values | Missing |
num_lab_procedures has 183 (1.9%) missing values | Missing |
num_medications has 308 (3.2%) missing values | Missing |
diag_2 has 169 (1.7%) missing values | Missing |
number_emergency is highly skewed (γ1 = 32.76633298) | Skewed |
admission_id has unique values | Unique |
num_procedures has 4369 (45.2%) zeros | Zeros |
number_outpatient has 8069 (83.5%) zeros | Zeros |
number_emergency has 8587 (88.8%) zeros | Zeros |
number_inpatient has 6470 (66.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-02-26 12:23:27.895765 |
|---|---|
| Analysis finished | 2022-02-26 12:24:23.512870 |
| Duration | 55.62 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 9667 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 91391.86956 |
| Minimum | 81412 |
|---|---|
| Maximum | 101440 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.6 KiB |
Quantile statistics
| Minimum | 81412 |
|---|---|
| 5-th percentile | 82461.3 |
| Q1 | 86436 |
| median | 91351 |
| Q3 | 96379.5 |
| 95-th percentile | 100379.1 |
| Maximum | 101440 |
| Range | 20028 |
| Interquartile range (IQR) | 9943.5 |
Descriptive statistics
| Standard deviation | 5744.869987 |
|---|---|
| Coefficient of variation (CV) | 0.06285974907 |
| Kurtosis | -1.194772641 |
| Mean | 91391.86956 |
| Median Absolute Deviation (MAD) | 4976 |
| Skewness | 0.005727603675 |
| Sum | 883485203 |
| Variance | 33003531.17 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 98304 | 1 | < 0.1% |
| 84612 | 1 | < 0.1% |
| 88710 | 1 | < 0.1% |
| 98070 | 1 | < 0.1% |
| 92808 | 1 | < 0.1% |
| 84620 | 1 | < 0.1% |
| 98957 | 1 | < 0.1% |
| 88718 | 1 | < 0.1% |
| 86671 | 1 | < 0.1% |
| 90769 | 1 | < 0.1% |
| Other values (9657) | 9657 |
| Value | Count | Frequency (%) |
| 81412 | 1 | |
| 81415 | 1 | |
| 81417 | 1 | |
| 81418 | 1 | |
| 81419 | 1 | |
| 81420 | 1 | |
| 81426 | 1 | |
| 81427 | 1 | |
| 81429 | 1 | |
| 81431 | 1 |
| Value | Count | Frequency (%) |
| 101440 | 1 | |
| 101438 | 1 | |
| 101437 | 1 | |
| 101435 | 1 | |
| 101432 | 1 | |
| 101430 | 1 | |
| 101429 | 1 | |
| 101422 | 1 | |
| 101416 | 1 | |
| 101415 | 1 |
patient_id
Real number (ℝ≥0)
| Distinct | 9192 |
|---|---|
| Distinct (%) | 95.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 108414208.8 |
| Minimum | 10368 |
|---|---|
| Maximum | 378731656 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.6 KiB |
Quantile statistics
| Minimum | 10368 |
|---|---|
| 5-th percentile | 2789460 |
| Q1 | 46745865 |
| median | 91105920 |
| Q3 | 175244589 |
| 95-th percentile | 222671138.4 |
| Maximum | 378731656 |
| Range | 378721288 |
| Interquartile range (IQR) | 128498724 |
Descriptive statistics
| Standard deviation | 77557059.95 |
|---|---|
| Coefficient of variation (CV) | 0.7153772632 |
| Kurtosis | -0.302769872 |
| Mean | 108414208.8 |
| Median Absolute Deviation (MAD) | 66425958 |
| Skewness | 0.4830140605 |
| Sum | 1.048040156 × 1012 |
| Variance | 6.015097548 × 1015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 86281740 | 6 | 0.1% |
| 769806 | 5 | 0.1% |
| 3061368 | 5 | 0.1% |
| 74193660 | 4 | < 0.1% |
| 46796904 | 4 | < 0.1% |
| 177579342 | 4 | < 0.1% |
| 85026852 | 4 | < 0.1% |
| 186411312 | 3 | < 0.1% |
| 50303916 | 3 | < 0.1% |
| 200645820 | 3 | < 0.1% |
| Other values (9182) | 9626 |
| Value | Count | Frequency (%) |
| 10368 | 1 | |
| 13320 | 1 | |
| 13374 | 1 | |
| 16344 | 1 | |
| 22950 | 1 | |
| 24822 | 1 | |
| 26010 | 1 | |
| 29520 | 1 | |
| 37458 | 1 | |
| 44244 | 1 |
| Value | Count | Frequency (%) |
| 378731656 | 1 | |
| 378515620 | 1 | |
| 378390772 | 1 | |
| 378338950 | 1 | |
| 377407324 | 1 | |
| 376569694 | 1 | |
| 376238278 | 1 | |
| 375847048 | 1 | |
| 373535938 | 1 | |
| 373514608 | 1 |
race
Categorical
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.6 KiB |
| Caucasian | |
|---|---|
| AfricanAmerican | |
| White | |
| WHITE | 367 |
| African American | 351 |
| Other values (10) |
Length
| Max length | 16 |
|---|---|
| Median length | 9 |
| Mean length | 9.135512569 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | AfricanAmerican |
|---|---|
| 2nd row | Caucasian |
| 3rd row | African American |
| 4th row | AfricanAmerican |
| 5th row | Hispanic |
Common Values
| Value | Count | Frequency (%) |
| Caucasian | 5824 | |
| AfricanAmerican | 1091 | 11.3% |
| White | 699 | 7.2% |
| WHITE | 367 | 3.8% |
| African American | 351 | 3.6% |
| European | 264 | 2.7% |
| ? | 226 | 2.3% |
| Afro American | 174 | 1.8% |
| Other | 166 | 1.7% |
| Hispanic | 158 | 1.6% |
| Other values (5) | 347 | 3.6% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| caucasian | 5824 | |
| africanamerican | 1110 | 10.9% |
| white | 1066 | 10.5% |
| american | 525 | 5.2% |
| african | 351 | 3.4% |
| european | 264 | 2.6% |
| 226 | 2.2% | |
| afro | 174 | 1.7% |
| other | 166 | 1.6% |
| hispanic | 158 | 1.6% |
| Other values (4) | 328 | 3.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.6 KiB |
| Female | |
|---|---|
| Male | |
| Unknown/Invalid | 1 |
Length
| Max length | 15 |
|---|---|
| Median length | 6 |
| Mean length | 5.081928209 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Female |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Female | 5224 | |
| Male | 4442 | |
| Unknown/Invalid | 1 | < 0.1% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| female | 5224 | |
| male | 4442 | |
| unknown/invalid | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 293 |
| Missing (%) | 3.0% |
| Memory size | 75.6 KiB |
| [70-80) | |
|---|---|
| [60-70) | |
| [50-60) | |
| [80-90) | |
| [40-50) | |
| Other values (5) |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.024855985 |
| Min length | 6 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | [50-60) |
|---|---|
| 2nd row | [60-70) |
| 3rd row | [60-70) |
| 4th row | [30-40) |
| 5th row | [50-60) |
Common Values
| Value | Count | Frequency (%) |
| [70-80) | 2465 | |
| [60-70) | 2109 | |
| [50-60) | 1601 | |
| [80-90) | 1493 | |
| [40-50) | 911 | 9.4% |
| [30-40) | 334 | 3.5% |
| [90-100) | 243 | 2.5% |
| [20-30) | 150 | 1.6% |
| [10-20) | 58 | 0.6% |
| [0-10) | 10 | 0.1% |
| (Missing) | 293 | 3.0% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 70-80 | 2465 | |
| 60-70 | 2109 | |
| 50-60 | 1601 | |
| 80-90 | 1493 | |
| 40-50 | 911 | 9.7% |
| 30-40 | 334 | 3.6% |
| 90-100 | 243 | 2.6% |
| 20-30 | 150 | 1.6% |
| 10-20 | 58 | 0.6% |
| 0-10 | 10 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 165 |
| Missing (%) | 1.7% |
| Memory size | 75.6 KiB |
| ? | |
|---|---|
| [75-100) | 129 |
| [50-75) | 75 |
| [100-125) | 68 |
| [125-150) | 15 |
| Other values (4) | 17 |
Length
| Max length | 9 |
|---|---|
| Median length | 1 |
| Mean length | 1.223847611 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | ? |
|---|---|
| 2nd row | ? |
| 3rd row | ? |
| 4th row | ? |
| 5th row | ? |
Common Values
| Value | Count | Frequency (%) |
| ? | 9198 | |
| [75-100) | 129 | 1.3% |
| [50-75) | 75 | 0.8% |
| [100-125) | 68 | 0.7% |
| [125-150) | 15 | 0.2% |
| [25-50) | 10 | 0.1% |
| [150-175) | 4 | < 0.1% |
| [0-25) | 2 | < 0.1% |
| [175-200) | 1 | < 0.1% |
| (Missing) | 165 | 1.7% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 9198 | ||
| 75-100 | 129 | 1.4% |
| 50-75 | 75 | 0.8% |
| 100-125 | 68 | 0.7% |
| 125-150 | 15 | 0.2% |
| 25-50 | 10 | 0.1% |
| 150-175 | 4 | < 0.1% |
| 0-25 | 2 | < 0.1% |
| 175-200 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 146 |
| Missing (%) | 1.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.035080349 |
| Minimum | 1 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.445737111 |
|---|---|
| Coefficient of variation (CV) | 0.7104078775 |
| Kurtosis | 1.95929003 |
| Mean | 2.035080349 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.585357004 |
| Sum | 19376 |
| Variance | 2.090155794 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 1 | 4986 | |
| 3 | 1807 | 18.7% |
| 2 | 1755 | 18.2% |
| 6 | 491 | 5.1% |
| 5 | 447 | 4.6% |
| 8 | 33 | 0.3% |
| 7 | 2 | < 0.1% |
| (Missing) | 146 | 1.5% |
| Value | Count | Frequency (%) |
| 1 | 4986 | |
| 2 | 1755 | 18.2% |
| 3 | 1807 | 18.7% |
| 5 | 447 | 4.6% |
| 6 | 491 | 5.1% |
| 7 | 2 | < 0.1% |
| 8 | 33 | 0.3% |
| Value | Count | Frequency (%) |
| 8 | 33 | 0.3% |
| 7 | 2 | < 0.1% |
| 6 | 491 | 5.1% |
| 5 | 447 | 4.6% |
| 3 | 1807 | 18.7% |
| 2 | 1755 | 18.2% |
| 1 | 4986 |
discharge_disposition_code
Real number (ℝ≥0)
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 71 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.614214256 |
| Minimum | 1 |
|---|---|
| Maximum | 28 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 18 |
| Maximum | 28 |
| Range | 27 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 5.261180766 |
|---|---|
| Coefficient of variation (CV) | 1.455691443 |
| Kurtosis | 6.453635621 |
| Mean | 3.614214256 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.665817523 |
| Sum | 34682 |
| Variance | 27.68002305 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 1 | 5768 | |
| 3 | 1341 | 13.9% |
| 6 | 1238 | 12.8% |
| 18 | 378 | 3.9% |
| 2 | 201 | 2.1% |
| 22 | 181 | 1.9% |
| 5 | 118 | 1.2% |
| 25 | 95 | 1.0% |
| 4 | 70 | 0.7% |
| 7 | 55 | 0.6% |
| Other values (11) | 151 | 1.6% |
| (Missing) | 71 | 0.7% |
| Value | Count | Frequency (%) |
| 1 | 5768 | |
| 2 | 201 | 2.1% |
| 3 | 1341 | 13.9% |
| 4 | 70 | 0.7% |
| 5 | 118 | 1.2% |
| 6 | 1238 | 12.8% |
| 7 | 55 | 0.6% |
| 8 | 11 | 0.1% |
| 9 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 28 | 12 | 0.1% |
| 27 | 1 | < 0.1% |
| 25 | 95 | 1.0% |
| 23 | 50 | 0.5% |
| 22 | 181 | |
| 18 | 378 | |
| 17 | 1 | < 0.1% |
| 16 | 1 | < 0.1% |
| 15 | 4 | < 0.1% |
| 14 | 33 | 0.3% |
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.737767663 |
| Minimum | 1 |
|---|---|
| Maximum | 20 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 7 |
| Q3 | 7 |
| 95-th percentile | 17 |
| Maximum | 20 |
| Range | 19 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.07144758 |
|---|---|
| Coefficient of variation (CV) | 0.7095873899 |
| Kurtosis | 1.698477063 |
| Mean | 5.737767663 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.025009295 |
| Sum | 55467 |
| Variance | 16.57668539 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 7 | 5452 | |
| 1 | 2834 | |
| 17 | 648 | 6.7% |
| 4 | 302 | 3.1% |
| 6 | 191 | 2.0% |
| 2 | 114 | 1.2% |
| 5 | 76 | 0.8% |
| 3 | 19 | 0.2% |
| 20 | 14 | 0.1% |
| 9 | 14 | 0.1% |
| Other values (2) | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 2834 | |
| 2 | 114 | 1.2% |
| 3 | 19 | 0.2% |
| 4 | 302 | 3.1% |
| 5 | 76 | 0.8% |
| 6 | 191 | 2.0% |
| 7 | 5452 | |
| 8 | 1 | < 0.1% |
| 9 | 14 | 0.1% |
| 10 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 14 | 0.1% |
| 17 | 648 | 6.7% |
| 10 | 2 | < 0.1% |
| 9 | 14 | 0.1% |
| 8 | 1 | < 0.1% |
| 7 | 5452 | |
| 6 | 191 | 2.0% |
| 5 | 76 | 0.8% |
| 4 | 302 | 3.1% |
| 3 | 19 | 0.2% |
time_in_hospital
Real number (ℝ≥0)
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.391124444 |
| Minimum | 1 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 11 |
| Maximum | 14 |
| Range | 13 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.004172532 |
|---|---|
| Coefficient of variation (CV) | 0.6841465257 |
| Kurtosis | 0.8078394717 |
| Mean | 4.391124444 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.130043444 |
| Sum | 42449 |
| Variance | 9.025052605 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 3 | 1687 | |
| 2 | 1650 | |
| 1 | 1382 | |
| 4 | 1273 | |
| 5 | 945 | |
| 6 | 718 | |
| 7 | 541 | 5.6% |
| 8 | 420 | 4.3% |
| 9 | 292 | 3.0% |
| 10 | 214 | 2.2% |
| Other values (4) | 545 | 5.6% |
| Value | Count | Frequency (%) |
| 1 | 1382 | |
| 2 | 1650 | |
| 3 | 1687 | |
| 4 | 1273 | |
| 5 | 945 | |
| 6 | 718 | |
| 7 | 541 | 5.6% |
| 8 | 420 | 4.3% |
| 9 | 292 | 3.0% |
| 10 | 214 | 2.2% |
| Value | Count | Frequency (%) |
| 14 | 93 | 1.0% |
| 13 | 126 | 1.3% |
| 12 | 140 | 1.4% |
| 11 | 186 | 1.9% |
| 10 | 214 | 2.2% |
| 9 | 292 | 3.0% |
| 8 | 420 | |
| 7 | 541 | |
| 6 | 718 | |
| 5 | 945 |
payer_code
Categorical
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.6 KiB |
| ? | |
|---|---|
| MC | |
| HM | |
| SP | |
| BC | |
| Other values (12) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.603496431 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ? |
|---|---|
| 2nd row | MC |
| 3rd row | ? |
| 4th row | BC |
| 5th row | ? |
Common Values
| Value | Count | Frequency (%) |
| ? | 3833 | |
| MC | 3031 | |
| HM | 612 | 6.3% |
| SP | 490 | 5.1% |
| BC | 454 | 4.7% |
| MD | 331 | 3.4% |
| UN | 243 | 2.5% |
| CP | 212 | 2.2% |
| CM | 195 | 2.0% |
| OG | 119 | 1.2% |
| Other values (7) | 147 | 1.5% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 3833 | ||
| mc | 3031 | |
| hm | 612 | 6.3% |
| sp | 490 | 5.1% |
| bc | 454 | 4.7% |
| md | 331 | 3.4% |
| un | 243 | 2.5% |
| cp | 212 | 2.2% |
| cm | 195 | 2.0% |
| og | 119 | 1.2% |
| Other values (7) | 147 | 1.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 50 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.6 KiB |
| ? | |
|---|---|
| InternalMedicine | |
| Emergency/Trauma | |
| Family/GeneralPractice | |
| Cardiology | |
| Other values (45) |
Length
| Max length | 36 |
|---|---|
| Median length | 9 |
| Mean length | 8.741388228 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 8 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | InternalMedicine |
|---|---|
| 2nd row | Radiologist |
| 3rd row | ? |
| 4th row | Family/GeneralPractice |
| 5th row | ? |
Common Values
| Value | Count | Frequency (%) |
| ? | 4690 | |
| InternalMedicine | 1353 | 14.0% |
| Emergency/Trauma | 757 | 7.8% |
| Family/GeneralPractice | 736 | 7.6% |
| Cardiology | 507 | 5.2% |
| Surgery-General | 297 | 3.1% |
| Orthopedics | 139 | 1.4% |
| Orthopedics-Reconstructive | 132 | 1.4% |
| Radiologist | 125 | 1.3% |
| Nephrology | 122 | 1.3% |
| Other values (40) | 809 | 8.4% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 4690 | ||
| internalmedicine | 1353 | 14.0% |
| emergency/trauma | 757 | 7.8% |
| family/generalpractice | 736 | 7.6% |
| cardiology | 507 | 5.2% |
| surgery-general | 297 | 3.1% |
| orthopedics | 139 | 1.4% |
| orthopedics-reconstructive | 132 | 1.4% |
| radiologist | 125 | 1.3% |
| nephrology | 122 | 1.3% |
| Other values (40) | 809 | 8.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
has_prosthesis
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.6 KiB |
| False | |
|---|---|
| True | 92 |
| Value | Count | Frequency (%) |
| False | 9575 | |
| True | 92 | 1.0% |
complete_vaccination_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.6 KiB |
| Complete | |
|---|---|
| Incomplete | |
| None | 38 |
Length
| Max length | 10 |
|---|---|
| Median length | 8 |
| Mean length | 8.304334333 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Complete |
|---|---|
| 2nd row | Complete |
| 3rd row | Complete |
| 4th row | Complete |
| 5th row | Complete |
Common Values
| Value | Count | Frequency (%) |
| Complete | 8082 | |
| Incomplete | 1547 | 16.0% |
| None | 38 | 0.4% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| complete | 8082 | |
| incomplete | 1547 | 16.0% |
| none | 38 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 105 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 183 |
| Missing (%) | 1.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.949283 |
| Minimum | 1 |
|---|---|
| Maximum | 111 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 31 |
| median | 44 |
| Q3 | 57 |
| 95-th percentile | 73 |
| Maximum | 111 |
| Range | 110 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.87162906 |
|---|---|
| Coefficient of variation (CV) | 0.4626766192 |
| Kurtosis | -0.2838583369 |
| Mean | 42.949283 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.2406325089 |
| Sum | 407331 |
| Variance | 394.8816414 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 320 | 3.3% |
| 43 | 255 | 2.6% |
| 49 | 219 | 2.3% |
| 42 | 217 | 2.2% |
| 45 | 217 | 2.2% |
| 44 | 215 | 2.2% |
| 40 | 205 | 2.1% |
| 39 | 205 | 2.1% |
| 46 | 203 | 2.1% |
| 37 | 197 | 2.0% |
| Other values (95) | 7231 |
| Value | Count | Frequency (%) |
| 1 | 320 | |
| 2 | 109 | 1.1% |
| 3 | 55 | 0.6% |
| 4 | 37 | 0.4% |
| 5 | 31 | 0.3% |
| 6 | 34 | 0.4% |
| 7 | 24 | 0.2% |
| 8 | 43 | 0.4% |
| 9 | 85 | 0.9% |
| 10 | 92 | 1.0% |
| Value | Count | Frequency (%) |
| 111 | 1 | < 0.1% |
| 109 | 1 | < 0.1% |
| 107 | 1 | < 0.1% |
| 103 | 1 | < 0.1% |
| 102 | 1 | < 0.1% |
| 101 | 2 | |
| 100 | 3 | |
| 98 | 1 | < 0.1% |
| 97 | 4 | |
| 96 | 1 | < 0.1% |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.350884452 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 4369 |
| Zeros (%) | 45.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.704893698 |
|---|---|
| Coefficient of variation (CV) | 1.262057384 |
| Kurtosis | 0.8315415433 |
| Mean | 1.350884452 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.306173765 |
| Sum | 13059 |
| Variance | 2.906662522 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 4369 | |
| 1 | 2004 | |
| 2 | 1229 | 12.7% |
| 3 | 911 | 9.4% |
| 6 | 461 | 4.8% |
| 4 | 367 | 3.8% |
| 5 | 326 | 3.4% |
| Value | Count | Frequency (%) |
| 0 | 4369 | |
| 1 | 2004 | |
| 2 | 1229 | 12.7% |
| 3 | 911 | 9.4% |
| 4 | 367 | 3.8% |
| 5 | 326 | 3.4% |
| 6 | 461 | 4.8% |
| Value | Count | Frequency (%) |
| 6 | 461 | 4.8% |
| 5 | 326 | 3.4% |
| 4 | 367 | 3.8% |
| 3 | 911 | 9.4% |
| 2 | 1229 | 12.7% |
| 1 | 2004 | |
| 0 | 4369 |
| Distinct | 64 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 308 |
| Missing (%) | 3.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.07041351 |
| Minimum | 1 |
|---|---|
| Maximum | 79 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 10 |
| median | 15 |
| Q3 | 20 |
| 95-th percentile | 31 |
| Maximum | 79 |
| Range | 78 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.281684625 |
|---|---|
| Coefficient of variation (CV) | 0.5153373696 |
| Kurtosis | 3.559094607 |
| Mean | 16.07041351 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.382556006 |
| Sum | 150403 |
| Variance | 68.58630022 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 15 | 565 | 5.8% |
| 13 | 563 | 5.8% |
| 12 | 555 | 5.7% |
| 11 | 549 | 5.7% |
| 10 | 510 | 5.3% |
| 14 | 502 | 5.2% |
| 16 | 482 | 5.0% |
| 17 | 445 | 4.6% |
| 9 | 442 | 4.6% |
| 18 | 405 | 4.2% |
| Other values (54) | 4341 |
| Value | Count | Frequency (%) |
| 1 | 26 | 0.3% |
| 2 | 51 | 0.5% |
| 3 | 83 | 0.9% |
| 4 | 109 | 1.1% |
| 5 | 173 | 1.8% |
| 6 | 242 | |
| 7 | 352 | |
| 8 | 404 | |
| 9 | 442 | |
| 10 | 510 |
| Value | Count | Frequency (%) |
| 79 | 1 | < 0.1% |
| 66 | 1 | < 0.1% |
| 65 | 1 | < 0.1% |
| 61 | 4 | |
| 60 | 3 | |
| 59 | 3 | |
| 58 | 6 | |
| 57 | 3 | |
| 56 | 4 | |
| 55 | 3 |
| Distinct | 19 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3639184856 |
| Minimum | 0 |
|---|---|
| Maximum | 21 |
| Zeros | 8069 |
| Zeros (%) | 83.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.188595663 |
|---|---|
| Coefficient of variation (CV) | 3.266104113 |
| Kurtosis | 70.08823199 |
| Mean | 0.3639184856 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.71289012 |
| Sum | 3518 |
| Variance | 1.412759649 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 0 | 8069 | |
| 1 | 822 | 8.5% |
| 2 | 330 | 3.4% |
| 3 | 211 | 2.2% |
| 4 | 106 | 1.1% |
| 5 | 49 | 0.5% |
| 6 | 30 | 0.3% |
| 8 | 11 | 0.1% |
| 7 | 8 | 0.1% |
| 9 | 5 | 0.1% |
| Other values (9) | 26 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 8069 | |
| 1 | 822 | 8.5% |
| 2 | 330 | 3.4% |
| 3 | 211 | 2.2% |
| 4 | 106 | 1.1% |
| 5 | 49 | 0.5% |
| 6 | 30 | 0.3% |
| 7 | 8 | 0.1% |
| 8 | 11 | 0.1% |
| 9 | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 21 | 2 | < 0.1% |
| 19 | 1 | < 0.1% |
| 17 | 3 | |
| 16 | 1 | < 0.1% |
| 15 | 4 | |
| 14 | 4 | |
| 13 | 2 | < 0.1% |
| 11 | 5 | |
| 10 | 4 | |
| 9 | 5 |
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1894072618 |
| Minimum | 0 |
|---|---|
| Maximum | 63 |
| Zeros | 8587 |
| Zeros (%) | 88.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 63 |
| Range | 63 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.9521011049 |
|---|---|
| Coefficient of variation (CV) | 5.026740241 |
| Kurtosis | 1983.856156 |
| Mean | 0.1894072618 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 32.76633298 |
| Sum | 1831 |
| Variance | 0.9064965139 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 0 | 8587 | |
| 1 | 747 | 7.7% |
| 2 | 195 | 2.0% |
| 3 | 57 | 0.6% |
| 4 | 42 | 0.4% |
| 7 | 8 | 0.1% |
| 5 | 7 | 0.1% |
| 6 | 6 | 0.1% |
| 8 | 6 | 0.1% |
| 10 | 4 | < 0.1% |
| Other values (5) | 8 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 8587 | |
| 1 | 747 | 7.7% |
| 2 | 195 | 2.0% |
| 3 | 57 | 0.6% |
| 4 | 42 | 0.4% |
| 5 | 7 | 0.1% |
| 6 | 6 | 0.1% |
| 7 | 8 | 0.1% |
| 8 | 6 | 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 63 | 1 | < 0.1% |
| 13 | 1 | < 0.1% |
| 12 | 2 | < 0.1% |
| 11 | 2 | < 0.1% |
| 10 | 4 | |
| 9 | 2 | < 0.1% |
| 8 | 6 | |
| 7 | 8 | |
| 6 | 6 | |
| 5 | 7 |
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6270818248 |
| Minimum | 0 |
|---|---|
| Maximum | 16 |
| Zeros | 6470 |
| Zeros (%) | 66.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.255677361 |
|---|---|
| Coefficient of variation (CV) | 2.002413897 |
| Kurtosis | 21.17006569 |
| Mean | 0.6270818248 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.644988807 |
| Sum | 6062 |
| Variance | 1.576725634 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 0 | 6470 | |
| 1 | 1831 | 18.9% |
| 2 | 694 | 7.2% |
| 3 | 325 | 3.4% |
| 4 | 156 | 1.6% |
| 5 | 85 | 0.9% |
| 6 | 47 | 0.5% |
| 8 | 17 | 0.2% |
| 7 | 16 | 0.2% |
| 10 | 8 | 0.1% |
| Other values (7) | 18 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 6470 | |
| 1 | 1831 | 18.9% |
| 2 | 694 | 7.2% |
| 3 | 325 | 3.4% |
| 4 | 156 | 1.6% |
| 5 | 85 | 0.9% |
| 6 | 47 | 0.5% |
| 7 | 16 | 0.2% |
| 8 | 17 | 0.2% |
| 9 | 6 | 0.1% |
| Value | Count | Frequency (%) |
| 16 | 1 | < 0.1% |
| 15 | 2 | < 0.1% |
| 14 | 2 | < 0.1% |
| 13 | 1 | < 0.1% |
| 12 | 2 | < 0.1% |
| 11 | 4 | < 0.1% |
| 10 | 8 | |
| 9 | 6 | 0.1% |
| 8 | 17 | |
| 7 | 16 |
| Distinct | 447 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.6 KiB |
| 428 | 684 |
|---|---|
| 414 | 666 |
| 786 | 372 |
| 410 | 321 |
| 486 | 316 |
| Other values (442) |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.16695976 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 110 ? |
|---|---|
| Unique (%) | 1.1% |
Sample
| 1st row | 183 |
|---|---|
| 2nd row | 414 |
| 3rd row | 428 |
| 4th row | 562 |
| 5th row | 808 |
Common Values
| Value | Count | Frequency (%) |
| 428 | 684 | 7.1% |
| 414 | 666 | 6.9% |
| 786 | 372 | 3.8% |
| 410 | 321 | 3.3% |
| 486 | 316 | 3.3% |
| 427 | 272 | 2.8% |
| 491 | 231 | 2.4% |
| 715 | 227 | 2.3% |
| 682 | 212 | 2.2% |
| 434 | 203 | 2.1% |
| Other values (437) | 6163 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 428 | 684 | 7.1% |
| 414 | 666 | 6.9% |
| 786 | 372 | 3.8% |
| 410 | 321 | 3.3% |
| 486 | 316 | 3.3% |
| 427 | 272 | 2.8% |
| 491 | 231 | 2.4% |
| 715 | 227 | 2.3% |
| 682 | 212 | 2.2% |
| 434 | 203 | 2.1% |
| Other values (437) | 6163 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 440 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 169 |
| Missing (%) | 1.7% |
| Memory size | 75.6 KiB |
| 428 | 653 |
|---|---|
| 276 | 613 |
| 250 | 598 |
| 427 | 462 |
| 401 | 368 |
| Other values (435) |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.16614024 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 128 ? |
|---|---|
| Unique (%) | 1.3% |
Sample
| 1st row | 197 |
|---|---|
| 2nd row | 411 |
| 3rd row | 585 |
| 4th row | 596 |
| 5th row | 861 |
Common Values
| Value | Count | Frequency (%) |
| 428 | 653 | 6.8% |
| 276 | 613 | 6.3% |
| 250 | 598 | 6.2% |
| 427 | 462 | 4.8% |
| 401 | 368 | 3.8% |
| 599 | 299 | 3.1% |
| 496 | 291 | 3.0% |
| 414 | 283 | 2.9% |
| 411 | 257 | 2.7% |
| 403 | 241 | 2.5% |
| Other values (430) | 5433 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 428 | 653 | 6.9% |
| 276 | 613 | 6.5% |
| 250 | 598 | 6.3% |
| 427 | 462 | 4.9% |
| 401 | 368 | 3.9% |
| 599 | 299 | 3.1% |
| 496 | 291 | 3.1% |
| 414 | 283 | 3.0% |
| 411 | 257 | 2.7% |
| 403 | 241 | 2.5% |
| Other values (430) | 5433 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 468 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.6 KiB |
| 250 | |
|---|---|
| 401 | |
| 276 | 510 |
| 428 | 396 |
| 427 | 383 |
| Other values (463) |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.105306714 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 133 ? |
|---|---|
| Unique (%) | 1.4% |
Sample
| 1st row | 250.02 |
|---|---|
| 2nd row | 295 |
| 3rd row | 496 |
| 4th row | 585 |
| 5th row | 865 |
Common Values
| Value | Count | Frequency (%) |
| 250 | 1165 | 12.1% |
| 401 | 833 | 8.6% |
| 276 | 510 | 5.3% |
| 428 | 396 | 4.1% |
| 427 | 383 | 4.0% |
| 414 | 374 | 3.9% |
| 496 | 231 | 2.4% |
| 403 | 198 | 2.0% |
| 272 | 191 | 2.0% |
| 599 | 188 | 1.9% |
| Other values (458) | 5198 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 250 | 1165 | 12.1% |
| 401 | 833 | 8.6% |
| 276 | 510 | 5.3% |
| 428 | 396 | 4.1% |
| 427 | 383 | 4.0% |
| 414 | 374 | 3.9% |
| 496 | 231 | 2.4% |
| 403 | 198 | 2.0% |
| 272 | 191 | 2.0% |
| 599 | 188 | 1.9% |
| Other values (458) | 5198 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
number_diagnoses
Real number (ℝ≥0)
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.414502948 |
| Minimum | 1 |
|---|---|
| Maximum | 16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 6 |
| median | 8 |
| Q3 | 9 |
| 95-th percentile | 9 |
| Maximum | 16 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.953845855 |
|---|---|
| Coefficient of variation (CV) | 0.2635167682 |
| Kurtosis | -0.1204505695 |
| Mean | 7.414502948 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.9130002874 |
| Sum | 71676 |
| Variance | 3.817513624 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 9 | 4738 | |
| 5 | 1034 | 10.7% |
| 8 | 1010 | 10.4% |
| 6 | 979 | 10.1% |
| 7 | 932 | 9.6% |
| 4 | 539 | 5.6% |
| 3 | 298 | 3.1% |
| 2 | 108 | 1.1% |
| 1 | 22 | 0.2% |
| 15 | 2 | < 0.1% |
| Other values (4) | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 22 | 0.2% |
| 2 | 108 | 1.1% |
| 3 | 298 | 3.1% |
| 4 | 539 | 5.6% |
| 5 | 1034 | 10.7% |
| 6 | 979 | 10.1% |
| 7 | 932 | 9.6% |
| 8 | 1010 | 10.4% |
| 9 | 4738 | |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 16 | 2 | < 0.1% |
| 15 | 2 | < 0.1% |
| 14 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 9 | 4738 | |
| 8 | 1010 | 10.4% |
| 7 | 932 | 9.6% |
| 6 | 979 | 10.1% |
| 5 | 1034 | 10.7% |
blood_type
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.6 KiB |
| O+ | |
|---|---|
| A+ | |
| B+ | |
| O- | |
| A- | |
| Other values (3) |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.04261922 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | O+ |
|---|---|
| 2nd row | O- |
| 3rd row | O- |
| 4th row | A+ |
| 5th row | O+ |
Common Values
| Value | Count | Frequency (%) |
| O+ | 3788 | |
| A+ | 2963 | |
| B+ | 1071 | 11.1% |
| O- | 699 | 7.2% |
| A- | 574 | 5.9% |
| AB+ | 320 | 3.3% |
| B- | 160 | 1.7% |
| AB- | 92 | 1.0% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| o | 4487 | |
| a | 3537 | |
| b | 1231 | 12.7% |
| ab | 412 | 4.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 70 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.18698666 |
| Minimum | 10.9 |
|---|---|
| Maximum | 18 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.6 KiB |
Quantile statistics
| Minimum | 10.9 |
|---|---|
| 5-th percentile | 12.6 |
| Q1 | 13.4 |
| median | 14.1 |
| Q3 | 14.9 |
| 95-th percentile | 16 |
| Maximum | 18 |
| Range | 7.1 |
| Interquartile range (IQR) | 1.5 |
Descriptive statistics
| Standard deviation | 1.051107764 |
|---|---|
| Coefficient of variation (CV) | 0.07408957163 |
| Kurtosis | -0.4462170239 |
| Mean | 14.18698666 |
| Median Absolute Deviation (MAD) | 0.8 |
| Skewness | 0.188906029 |
| Sum | 137145.6 |
| Variance | 1.104827532 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13.6 | 354 | 3.7% |
| 13.8 | 346 | 3.6% |
| 13.5 | 337 | 3.5% |
| 14.5 | 325 | 3.4% |
| 13.7 | 323 | 3.3% |
| 13.4 | 317 | 3.3% |
| 13.9 | 315 | 3.3% |
| 14 | 315 | 3.3% |
| 14.4 | 313 | 3.2% |
| 14.3 | 312 | 3.2% |
| Other values (60) | 6410 |
| Value | Count | Frequency (%) |
| 10.9 | 1 | < 0.1% |
| 11.1 | 1 | < 0.1% |
| 11.2 | 2 | < 0.1% |
| 11.3 | 3 | < 0.1% |
| 11.4 | 2 | < 0.1% |
| 11.5 | 2 | < 0.1% |
| 11.6 | 7 | 0.1% |
| 11.7 | 11 | |
| 11.8 | 13 | |
| 11.9 | 22 |
| Value | Count | Frequency (%) |
| 18 | 1 | < 0.1% |
| 17.8 | 1 | < 0.1% |
| 17.7 | 2 | < 0.1% |
| 17.6 | 1 | < 0.1% |
| 17.5 | 2 | < 0.1% |
| 17.4 | 3 | < 0.1% |
| 17.3 | 1 | < 0.1% |
| 17.2 | 1 | < 0.1% |
| 17.1 | 8 | |
| 17 | 8 |
blood_transfusion
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 8522 | |
| True | 1145 | 11.8% |
max_glu_serum
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.6 KiB |
| None | |
|---|---|
| NONE | |
| Norm | 165 |
| >200 | 147 |
| >300 | 101 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | None |
|---|---|
| 2nd row | None |
| 3rd row | None |
| 4th row | NONE |
| 5th row | None |
Common Values
| Value | Count | Frequency (%) |
| None | 6426 | |
| NONE | 2735 | |
| Norm | 165 | 1.7% |
| >200 | 147 | 1.5% |
| >300 | 101 | 1.0% |
| NORM | 93 | 1.0% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| none | 9161 | |
| norm | 258 | 2.7% |
| 200 | 147 | 1.5% |
| 300 | 101 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
A1Cresult
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.6 KiB |
| None | |
|---|---|
| >8 | 797 |
| Norm | 477 |
| >7 | 348 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.763111617 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | None |
|---|---|
| 2nd row | None |
| 3rd row | None |
| 4th row | None |
| 5th row | None |
Common Values
| Value | Count | Frequency (%) |
| None | 8045 | |
| >8 | 797 | 8.2% |
| Norm | 477 | 4.9% |
| >7 | 348 | 3.6% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| none | 8045 | |
| 8 | 797 | 8.2% |
| norm | 477 | 4.9% |
| 7 | 348 | 3.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
diuretics
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.6 KiB |
| False | |
|---|---|
| True | 178 |
| Value | Count | Frequency (%) |
| False | 9489 | |
| True | 178 | 1.8% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.6 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 5246 | |
| False | 4421 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.6 KiB |
| No | |
|---|---|
| Ch |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Ch |
|---|---|
| 2nd row | Ch |
| 3rd row | No |
| 4th row | No |
| 5th row | Ch |
Common Values
| Value | Count | Frequency (%) |
| No | 5151 | |
| Ch | 4516 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| no | 5151 | |
| ch | 4516 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.6 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 7471 | |
| False | 2196 | 22.7% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 6174 | |
| True | 3493 |
actual_readmitted
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 8570 | |
| True | 1097 | 11.3% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| admission_id | patient_id | race | gender | age | weight | admission_type_code | discharge_disposition_code | admission_source_code | time_in_hospital | payer_code | medical_specialty | has_prosthesis | complete_vaccination_status | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | diag_1 | diag_2 | diag_3 | number_diagnoses | blood_type | hemoglobin_level | blood_transfusion | max_glu_serum | A1Cresult | diuretics | insulin | change | diabetesMed | predicted_readmitted | actual_readmitted | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 97265 | 215370.0 | AfricanAmerican | Female | NaN | ? | 1.0 | 1.0 | 7.0 | 12 | ? | InternalMedicine | False | Complete | 72.0 | 5.0 | 30.0 | 0.0 | 0.0 | 0.0 | 183 | 197 | 250.02 | 9.0 | O+ | 12.0 | False | None | None | No | Yes | Ch | Yes | False | False |
| 1 | 89653 | 168821964.0 | Caucasian | Male | [50-60) | ? | 3.0 | 1.0 | 1.0 | 1 | MC | Radiologist | False | Complete | 34.0 | 6.0 | 24.0 | 0.0 | 0.0 | 1.0 | 414 | 411 | 295 | 9.0 | O- | 15.3 | False | None | None | Yes | Yes | Ch | Yes | False | False |
| 2 | 99518 | 1020438.0 | African American | Male | [60-70) | ? | 2.0 | 18.0 | 2.0 | 2 | ? | ? | False | Complete | 32.0 | 1.0 | 15.0 | 4.0 | 0.0 | 4.0 | 428 | 585 | 496 | 9.0 | O- | 14.1 | False | None | None | No | Yes | No | Yes | True | False |
| 3 | 89397 | 141934014.0 | AfricanAmerican | Female | [60-70) | ? | 3.0 | 1.0 | 1.0 | 5 | BC | Family/GeneralPractice | False | Complete | 57.0 | 2.0 | 30.0 | 0.0 | 0.0 | 0.0 | 562 | 596 | 585 | 9.0 | A+ | 13.4 | False | NONE | None | No | Yes | No | Yes | False | False |
| 4 | 83278 | 6485868.0 | Hispanic | Male | [30-40) | ? | 1.0 | 3.0 | 7.0 | 14 | ? | ? | False | Complete | 89.0 | 6.0 | 48.0 | 0.0 | 0.0 | 0.0 | 808 | 861 | 865 | 9.0 | O+ | 14.6 | True | None | None | No | Yes | Ch | Yes | True | False |
| 5 | 91411 | 227900106.0 | Caucasian | Male | [50-60) | ? | 3.0 | 1.0 | 1.0 | 1 | BC | ? | False | Incomplete | 37.0 | 1.0 | 17.0 | 2.0 | 0.0 | 0.0 | 175 | V86 | 780 | 6.0 | A+ | 13.7 | False | None | None | No | Yes | Ch | Yes | False | False |
| 6 | 100827 | 122924754.0 | Caucasian | Female | [80-90) | ? | 1.0 | 3.0 | 7.0 | 2 | MC | ? | False | Complete | 3.0 | 0.0 | 16.0 | 0.0 | 0.0 | 0.0 | 38 | 599 | 250.03 | 9.0 | O- | 14.0 | False | None | None | No | Yes | Ch | Yes | True | False |
| 7 | 96310 | 70917840.0 | Other | Male | [70-80) | ? | 2.0 | 1.0 | 7.0 | 3 | OG | Family/GeneralPractice | False | Incomplete | 1.0 | 0.0 | NaN | 0.0 | 0.0 | 0.0 | 599 | 250 | 401 | 4.0 | O+ | 15.1 | False | NONE | None | No | Yes | Ch | Yes | False | False |
| 8 | 89425 | 169838640.0 | Caucasian | Female | [40-50) | ? | 2.0 | 1.0 | 1.0 | 6 | HM | ? | False | Complete | 54.0 | 1.0 | 24.0 | 0.0 | 0.0 | 0.0 | 250.8 | 707 | 682 | 9.0 | B+ | 13.4 | False | None | Norm | No | No | No | Yes | False | False |
| 9 | 101072 | 114696756.0 | Caucasian | Male | [60-70) | ? | 1.0 | 1.0 | 7.0 | 2 | MC | ? | False | Complete | 44.0 | 0.0 | 17.0 | 0.0 | 0.0 | 0.0 | 852 | NaN | 414 | 9.0 | A+ | 14.8 | False | None | None | No | Yes | Ch | Yes | False | True |
Last rows
| admission_id | patient_id | race | gender | age | weight | admission_type_code | discharge_disposition_code | admission_source_code | time_in_hospital | payer_code | medical_specialty | has_prosthesis | complete_vaccination_status | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | diag_1 | diag_2 | diag_3 | number_diagnoses | blood_type | hemoglobin_level | blood_transfusion | max_glu_serum | A1Cresult | diuretics | insulin | change | diabetesMed | predicted_readmitted | actual_readmitted | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9657 | 85120 | 186411312.0 | Caucasian | Male | [40-50) | ? | 2.0 | 1.0 | 7.0 | 3 | OG | Emergency/Trauma | True | Complete | 21.0 | 3.0 | 21.0 | 5.0 | 7.0 | 2.0 | 786 | 577 | 250 | 9.0 | O+ | 15.3 | False | NONE | None | No | Yes | No | Yes | True | False |
| 9658 | 91540 | 12305736.0 | Caucasian | Male | [70-80) | ? | 3.0 | 18.0 | 1.0 | 6 | ? | ? | False | Complete | 26.0 | 2.0 | 14.0 | 0.0 | 0.0 | 1.0 | V55 | 496 | 553 | 6.0 | O+ | 13.3 | False | NONE | None | No | No | No | No | False | False |
| 9659 | 95613 | 32364738.0 | Caucasian | Female | [50-60) | ? | 2.0 | 1.0 | 1.0 | 10 | MC | Nephrology | False | Complete | 40.0 | 2.0 | 24.0 | 0.0 | 0.0 | 0.0 | 428 | V45 | 403 | 5.0 | A+ | 13.6 | True | None | None | No | Yes | Ch | Yes | False | False |
| 9660 | 100072 | 56769552.0 | Caucasian | Male | [40-50) | ? | 1.0 | 1.0 | 17.0 | 3 | ? | ? | False | Complete | 22.0 | 1.0 | 17.0 | 0.0 | 0.0 | 0.0 | 578 | 780 | 707 | 9.0 | O+ | 13.1 | False | Norm | None | No | No | No | No | False | False |
| 9661 | 87187 | 2176236.0 | Caucasian | Female | [70-80) | ? | 1.0 | 1.0 | 7.0 | 4 | ? | Emergency/Trauma | False | Complete | 45.0 | 0.0 | 11.0 | 0.0 | 0.0 | 0.0 | 780 | 814 | 458 | 9.0 | B+ | 12.3 | False | None | >7 | No | Yes | Ch | Yes | False | False |
| 9662 | 90772 | 44380656.0 | Caucasian | Female | [50-60) | ? | 3.0 | 1.0 | 20.0 | 4 | ? | ? | False | Complete | 19.0 | 3.0 | 13.0 | 1.0 | 0.0 | 1.0 | 153 | 196 | 198 | 6.0 | B+ | 14.0 | False | None | None | No | Yes | No | Yes | True | False |
| 9663 | 100690 | 10796580.0 | White | Female | [60-70) | ? | 1.0 | 1.0 | 4.0 | 3 | ? | Orthopedics | False | Complete | 23.0 | 1.0 | 9.0 | 0.0 | 0.0 | 0.0 | 824 | 250 | 733 | 3.0 | O+ | 12.7 | False | NONE | None | No | No | No | Yes | False | False |
| 9664 | 99260 | 63624078.0 | Other | Male | [50-60) | ? | 2.0 | 1.0 | 7.0 | 5 | BC | Emergency/Trauma | False | Complete | 65.0 | 1.0 | 20.0 | 0.0 | 0.0 | 0.0 | 574 | 250 | ? | 2.0 | O+ | 13.4 | False | None | >7 | No | Yes | Ch | Yes | False | False |
| 9665 | 88485 | 271206676.0 | Caucasian | Male | [20-30) | ? | 1.0 | NaN | 7.0 | 2 | SP | ? | False | Complete | 51.0 | 0.0 | 10.0 | 0.0 | 0.0 | 0.0 | 250.13 | 276 | 276 | 3.0 | O+ | 14.7 | False | None | >8 | No | Yes | Ch | Yes | False | False |
| 9666 | 97131 | 126311814.0 | Caucasian | Male | [70-80) | ? | 1.0 | 1.0 | 7.0 | 2 | MC | ? | False | Complete | 49.0 | 1.0 | 20.0 | 0.0 | 0.0 | 1.0 | 511 | 585 | V42 | 9.0 | AB+ | 15.3 | True | None | None | No | Yes | Ch | Yes | True | False |